{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "searchPath=os.path.abspath('..')\n",
    "sys.path.append(searchPath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from kmeans_base import KMeansBase\n",
    "from kmeans_plus import KMeansPlusPlus\n",
    "import time\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn import datasets\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from utils.misc_utils import distance, sortLabel\n",
    "from kmeans.kmeans_base import KMeansBase\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "allData = {\"iris\":datasets.load_iris().data, \"boston\":datasets.load_boston().data, \"digits\":datasets.load_digits().data}\n",
    "models = {\"KmeansBase\":KMeansBase, \"kmeans++\":KMeansPlusPlus, \"sklearnKmeans\":KMeans}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=iris model=KmeansBase takeTime=0.32095\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d04eb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=iris model=kmeans++ takeTime=0.25232\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108d612b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=iris model=sklearnKmeans takeTime=0.02706\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108d619b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------------------------------------------\n",
      "dataset=boston model=KmeansBase takeTime=1.08112\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e517be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=boston model=kmeans++ takeTime=0.69972\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e760a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=boston model=sklearnKmeans takeTime=0.017\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e7cf6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------------------------------------------\n",
      "dataset=digits model=KmeansBase takeTime=31.9171\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzsnXd8FVX6h58zc1t6IwkhAULoTTqIKNixYddFXcsu6q6ua13Xtv5su65ld9W1t7VXVETsWFB6k95LKCFAeru5deb8/rghEHMTUu7NTch5/PgJd+bMnPeW+c6Z97znfYWUEoVCoVAc+WiRNkChUCgUbYMSfIVCoegkKMFXKBSKToISfIVCoegkKMFXKBSKToISfIVCoegkKMFXKBSKToISfIVCoegkKMFXKBSKToIl0gYcSpcuXWR2dnakzVAoFIoOxfLly4uklKmHa9euBD87O5tly5ZF2gyFQqHoUAghdjalnXLpKBQKRSdBCb5CoVB0EpTgKxQKRSdBCb5CoVB0EpTgK454DL/BpmXbyF27C1X/QdGZaVdROgpFqPnm9R956rqX8PsMhBAkpSfw6Lf30nNQ90ibplC0OWqEr+iQSCl58roXOc0+lVO0izgn8Uq+ee2H2v17t+/nrtP+zr9+/xw+jx9pSkzDpDi/lKuH3MrdZ/yDjcu2YppmBN+FQtG2qBG+okNy37mPsnDW8trX1RXV/Gva8+gWC117pXL7yQ/g9xoNHr/065Us/XolAP1G5fD3L+4mKS0h7HYrFJFEtCef5ujRo6VaeKU4HC6nm7PjLm9wv6ZrmEbzRu42h43/m34rY88YiRCitSYqFG2KEGK5lHL04dopl46iw+D3+Zn57Ff8ccRfGm3XXLEH8Lq93HfB49x2wv14PT4AfF4feVv2Ulla1SJ7FYr2hnLpKDoEUkruO/cxVv20Dk+1Nyx9GF6DNT+vZ0rsZXTL6cr+3UWYhomUkmPPG8vtr92AI9oelr4VirZACb6iXeMsd/LyHe/w/Ts/43Z62qRP05DkbdlbZ9vP0xfhcXr4++d3t4kNCkU4UIKvaLeYpsltJ9zPzvV5+L3+SJvD4i9XsHn5NvqN6h1pUxSKFqF8+Ip2y8of15G/dV+7EPsD3DThbzx82VMYRsMRQApFe0UJvqJdUrq/jC9emo3HFR5/fUvxe/0smLmEGU99GWlTFIpmo1w6inbH7Ld+4sk/vIgpZYsibsKNp9rLjP9+Sd+ROSRnJNK9f2akTVIomkRI4vCFEInAK8AQQAK/BzYBHwDZwA7gYillaWPnUXH4iqL8Eq7scwNety/SphwWW5QNgD7Ds3noszuJT4mLsEWKzkpbx+E/BXwtpRwADAM2AHcC30sp+wLf17xWKBplwadLO8zCJ6/Li9flZdOybfx96hORNkehOCytFnwhRDwwEXgVQErplVKWAecAb9Q0ewM4t7V9KY5spJT4ff4Ol9HS8BmsnbeR0v1lkTZFoWiUUPjwc4BC4DUhxDBgOXATkC6l3AsgpdwrhEgLQV+KIxCX0809Z/yDNfM2BhyCHRDdqlNZ6iQpPTHSpigUDRIKl44FGAk8L6UcAThphvtGCHGtEGKZEGJZYWFhCMxRdDSuGXora+Z2XLEHsNosZPbpGmkzFIpGCYXg5wF5UsrFNa8/InAD2C+EyACo+VsQ7GAp5UtSytFSytGpqakhMEfRkdi8bCv7d3TsG73FqnPTc9egW/RIm6JQNEqrBV9KuQ/YLYToX7PpJGA98BlwZc22K4GZre1LceSx+ucNkTahVaRmpfDvnx5k0sXHRNoUheKwhCoO/8/AO0IIG7Ad+B2Bm8mHQohpwC7gohD1pTiCGHRM/8M3aqdouuDltf8hJj460qYoFE0iJIIvpVwJBIsBPSkU51ccuQw6uh/JGUmU7G10iUa7RAih3DiKDoVKraCIOI//cF+kTWgR2UN6qHTJig6FEnxFxMnqm0FCanykzWgQCRjRVvxJDqQGplVDagKXNHBWVEfaPIWiySjBV0QcTdM45tzDrgqPCBIwo6w4j85Gq/IiTNB8JsKU7Fmbx3VnPBBpExWKJqMEXxFxfF4fP3+4KNJmBEUAmsuHY3Uemq9uIjdhSPIX57Jz5/7IGKdQNBMl+IqIs3d7QbvMinkoWnXwZG5S11i0bnsbW6NQtAwl+IqIk9AlDr+v/RYUEYA/NQoZLKebBtkqPbKig6AEXxFxErrEM+a04e06xFG4/Zh2HXnIFWNaNcxzBzAmp3vkDFMomoESfEW74I43/8yY00egW4L/JC02C7o1cj9X+34Xrv7JVI3qij8tGm+/JOS1o/jf0zehdZB0zgqFqnilaBdEx0Xx0Mw7KN1fRmFeMVa7hbTuXYiKi6KqzIkjxs6Vff9M8Z7SFqdP1nSt5XMFQjBp5EBu/c/v2FpcTKzDztCM9A6Tu1+hADXCV7QzktIT6TeqN72G9CQmIQZN04hPjsNmt/H4d/e1Kl5ft+j844u7sMfYA475X6FpAt2ikdItieiEqIPbdY2zrzuVf7x0PWkJsRyT05OjunVVYq/ocKgRvqLDkNWvG64qV4uOtTmsjDltBGNPH8nLq/7Nx09+zroFm4hNjGHCuWOZ/LsTMGomjmMTYwBwVbko2F1MalYK0XFRjZ1eoegQKMFXdBhcTheeam+zj7NYLRx3wdHc/OIfAMjISeeG/0477HFRsVH0HJjV7P4UivaKEnxFh8FqszapnW7RSExL4LybzuS4C44mKT2BqBhHmK1TKNo/SvAVHQaL1UJm3wz2bNkbdP/Ao/tx/ZNXkZ6dRlJaQhtbp1C0f5TgKzoU//n5QaYNvJmqMmfttqT0BJ5b/ihduqVE0DKFov2jBF/RoUhOT2RGyessnLWM9Qs3MeKkoYw86ahIm6VQdAiU4Cs6JOOnjGb8lPaZYVOhaK+oOHyFQqHoJCjBVygUik6CEnyFQqHoJCjBVygUik5CyARfCKELIVYIIT6ved1LCLFYCLFFCPGBEMIWqr4UCoVC0XxCOcK/CdhwyOtHgSeklH2BUuDwa9kVCoVCETZCIvhCiCzgTOCVmtcCOBH4qKbJG8C5oehLoVAoFC0jVCP8J4G/AgeSjacAZVJKf83rPEDVgVMoFIoI0mrBF0KcBRRIKZcfujlI06BVK4QQ1wohlgkhlhUWFrbWHIVCEQTTvwezeBrm/tGYhadhur6NtEmKCBCKEf4E4GwhxA7gfQKunCeBRCHEgZW8WUB+sIOllC9JKUdLKUenpqaGwByFQnEopn8rFJ0EvrkgK8DYDuU3YFY+EWnTFG1MqwVfSnmXlDJLSpkNTAV+kFJeBvwIXFjT7EpgZmv7UigULaDsLxz0th6C8wVM04s0qzGdH2CW34VZ9SrSLG1zExVtQzhz6dwBvC+E+DuwAng1jH0pFIqG8G9sYIeEyseQ7lkg3YALsCKdz0HKBwhLnzY0UtEWhFTwpZRzgDk1/94OjA3l+RUKRV2kNMD9BbL6I0Aioi8AxxSE0JFGIdL1GUFH9wdwvfmrDT6QPmTxbyBtKUKotZlHEipbpkLRQZFSIstuBu/PIAO1fmX5Uih/ACmiQJYCRgtPXoksvgLR5e3QGayIOOr2rVB0QKR3FbL4PPB8Uyv2AUzACbKIFov9AfxLkL61rTuHol2hRvhHGLvyilmyLBeHw8pxx/QjIT4q0iYpmkDx3lLefnA6cxasRU+1MfWi4Zx/zaVomoaUJtI7F0wX2E8C/1oouRxofkH35iKrZyAShoS9H0XbIKQMGh4fEUaPHi2XLVsWaTM6LA8+Oosfft6AlKBpAotF46F7ziUhIZoff94IAk6eNJB+fbpG2lTFIVQUV3LlmL+w9bQsfClRYEqwCEY5d/Pm/eMQVX8H/IccodPq0XuTiYUuM9Es3duoP0VLEEIsl1IetiKQEvwjhKdf/IGPZgb/7ISAA1+z3W5h6gVjOe2kIeTuKqJ7ZhI9slQt2Ejy9kPTeXzXetyZsaAf9LJqPoN/n/Ydp+Vsj6B1AA5E+nKEsEbYDkVDNFXwlUunA2Kakm++X8usr1ZS6fRw9OicBsUeDoo9gMfj5833FvDW+wvRNQ0E9MlJ45brT6Zfn64E0iAp2pKFC9bjHlNX7AFMq86ba49qB4LvRjrfQsT+PsJ2KFqLEvwOyIOPzmLeoi34fIHH+l27S5p1vJSBCA/TDBy/YdNe/njL23RNS+Dv955H715qxXNbktQrFWE6kUFiKMrcjghYFATfUkAJfkdHRel0MLZs28/8xQfFPlSYpiR/Xxk33/k+Xp//8AcoQsaVfzwDESRUXpMGJ/Tc0eb2BMXSN9IWKEKAGuG3Y6SUvPLmXGbM+gWPx0diYgw9s1Lw+xpZSNNK/H6DhYu3MenY/mHrQ1GXvkdlc92qATy3ZRNSF6BpaIZBSoyby4dsRMrAPEzkEBB9TSQNUIQIJfjtmNvu+ZDlK3fWvi4qrqKouCqsffoNg5Ky6rD2oajPjZdP4YS8wbz43UyK3OVMzHGTHJ/DRTMu4plTPmVIaiGaiJDwx/8LTY+LQMeKUKMEvx0ipeTuBz6pI/ZthRCCYUOy6tnz8WfL+fzr1djtVq6+4lhGj8hWE7whZmhWDs9cdQsAPsPgxKee5N2z36dbbFXtfG6bj/a1gWjRU9qwQ0U4UYLfDnng0VksWLKtzfvVNMHYUb3IyT44aevx+LjwiuepqHTXbvvL36YzblQvHnvooja38UhHSon0/YJZ9jA/Tl2D+NWo/kCIbZuJvrkR0/kOWsxlbdShIpwowW9neH1+5sxtKLtheDFNycIl27j9/6ZTXlaNx+vHWe2pI/YHWLw8l9Vr8zjqV08DipYjpURW3A2uGVgwacu8ZT5D8E1ub+JsXo7JysOqHZgnklD5MDLqHIQW23YGKcKCitJpZ5SVVRPJtXB+v8mSZbls2rqfHbuKKSxqeM7gkSe/DHm0UKfGOxdcXwBm0JJxoaCh35bX1Jm/O4ubvjuV496+go3Fhy7GM8C3IkwWKdoSJfjtjNlz1kfahCazJ7+My655meKS8E4kdxakaxZQ/2mqThsJCEujgwIpwTgkkMtr2Kj2aawpSGV2bq+gx8ZY/YzpthePYaXc4+CSmefirz2HCUJN2h4JKMFvR0z/dCkvv/5zpM1oFkXFlTzx7OxIm3GEcPinJSFsvLftXvY5Y+oJt5Tg9gsW7+3G44vHMy8vixu+nczI165i1OvXMvWz8/lo00CcvvopEjx+jX3OAy4bgduw8sC8iTWvdbAOa91bU7QLlA+/HVDt8vLMiz/wxberI21KszEMyYIl25BStruoHbdRTbXPjd9nIyk6CquuR9qkw3C4zy+Vdb7nmLlxHf/6+RL+dsxczuqzBV0z2VjUhXfXD2FRfib5VfEAvLF2eJ2jTSlYsKc71T4rURZfnUwOptT4eNPAOrZ8tGkgYzPyOWv4uWjt7LtVtAyVPC2CmKbkmZe+Z8bnKzDN9vM9NBddF3z/2V/ajeA7/ZW8lfscGypXYprgdtvZsq4vvxl0Mn88dmy7sfPXmGX3gfu9oPvyq6K5/uszKXE7qPDY8JhWQCCQ6MLEL5t+M8tOKOPpU74mM7YSUwqq/TrXfXMm64rSftVSAoJYm40vrruCrvHKrdNeUcnTOgBPPT+bT79YGWkzWoWuC8aP7d1uRNRreHhw3c24jWoQoOkQHeNhyKi1vD7fRrTNypXjRkbazHpI6QGzuIF9UOJy8PpZnxFt9fGnb09j4Z4sDKkjEc0Se4Ad5YlM+WgqPePL0IQktzyR4E8XgW1VXi9XvDWdb/+kcul0dJTgRwi/YTLzy44t9lFRVuJiHdz6p1MjbUotz2z9O26zup5+aRpk993OEz9pnDU8ixT7r0ezkUUW/xb8q4LuEwIGdylBCMgtS2Tp3kyMZop8MHZWJDa9bUk5FW438Y52ksxN0SKU4EeIDRvzIxp+2RpsNp3zzhrJwP4ZHHt0X6zW9uEbL/LsZ2f11qD7hIDk5ApcHsH9a2+icG8agy1ncsfJJ2KzRPYyML2rkf5VjXrwDyy4mrs7C68Rmc/b61chuB2dVkfpCCG6CyF+FEJsEEKsE0LcVLM9WQgxWwixpeZvUuvN7Vj4/QalZU4Mo36yM9OUEU6I1XIuvWgc1199AiccN6DdiD3A/MLvGt0vEUTHuNE06NK1gM2W6RzznxfJL69oIwvrYpom7zz7PV+8fnfAXX4YhIBTem1vStOQE2uzkRITHYGeFaEkFEMbP3CblPIXIUQcsFwIMRu4CvheSvmIEOJO4E7gjhD0FxY8Xj/SNJkzbzMfz1xGRZWHUcN68tvfHE23jKY/+kJAzF9/Zz4fzliKYZjY7Bam/fZYzj97VG2bQQO6IYSgPU2aNwWLrjFscPssd/dL6cIG90kJrmobAwftwjAE69f2pLAgkaioIu7+7Ftev/zCNrQ0wBtPfsvMtxdw0dSm3/m7xlSTHlPFfmfbTqA+du7kdjNPo2g5rRZ8KeVeYG/NvyuFEBuATOAc4PiaZm8Ac2iHgr+/oIJHn/yKFat28utAmS++Xc23P6xl8KBMemQmc/kl40nrEn/Yc779wUI++GQpbo8PAK/P4MXXfiImxs7kkwIFoX9esJmoKBtOpyfk7ymcDOifwYhhPSJtRlAq/eUN7hMCYmI9WK0uDEOjvCwWr8eG36+zqGwnXr+/TV07Xq+fmW8vwOPy8dMPPbj4ss3oet0fYLCcORKY1H0XH24cHHYboyw6QzMz+NtpJ9A/rUvY+1OEn5AuvBJCZAMjgMVAes3N4MBNoX3NkhHIW3PdrW+xfGV9sT+Az2+ycvVuPvtqFRdd8QJfzV7T6DlNU/L+x0tqxf4Abo+fN94LjECX/pLLo09+1aHE3m63cMmFY3nyn1Pb7UjPptkb3W+1mvj9GoUFCVRVBtwTpqGDoM2ftMpLnLVunN0745k1IwefT9RUI6PB36Pbb8Fnts16yScuOJO3rrhIif0RRMiGNEKIWOBj4GYpZUVTRUEIcS1wLUCPHm07cpy/aCulzcz9/uiTX3Py8YMa9F17vD5cbl/QfUXFlQC89s58PJ62ryolBFgsGr4mFFCxWDSe/89vyemVhmGY2G3tf34/KzqbLVXrgu47oOebN2axe2f6r3Zq+KWk8dtFaElKiUU7ZOXTy88OY9G8TE44ZRdGtKDboCoGdynGqtf9roSQLMnvFnb7NGBcdvt8klO0nJAMFUSgnP3HwDtSyk9qNu8XQmTU7M8ACoIdK6V8SUo5Wko5OjW1bWupbty8r9kLnqSU3HL3+1x05fPc8Jd3WLthDwB795Xx1PPfcds9H2JrQBxzeqbWtG3Y9dBSRg/vcdhJYClpktgDaEJgsehYdK1DiD3AcV0mN7jvwGfjrrYhZd0PKs5hJ9paP91AOLFYdS657kTsUQf6FaxZlcqTT4ziv+vHMSS1iKeXj8bj16n2WXD6LLj9Orf/cHLtStpwctHIoUTb2vYzUYSfVl/JIjCUfxXYIKX8zyG7PgOuBB6p+TuztX2FGrutZREma9YFRL6gsJI/3fYO5545nC++XYPfbzSYq9xus/DHaZMA6Ns7ncXLttdr43BY6ds7nbXr9wCyWWGby1ft4pH7L+Dv//qcysrWu4p8foPMZk5WR5r+8UMO2yY1vYSCguTa13aLxs3HHxMRN9WFvz+OuAQH778wh5LCSoxkK8XDY7hifGC1+QcbBvPplgEc330nXlNjzq5syj0OmhTS0wqirVb+7/QTw9qHIjKEYug2AbgcWCOEOLCS6G4CQv+hEGIasAuIWLUMKSVff7eWdz5cRFFxFZndkrju6uMpKKoMyfl/vVr2gFDbbBbsNgu9enbhmqsmctTgQO74q684lpVrdtVx69jtFqZdfiwXnzcGKSXlFS7+fPu7FBRW4G6C+0dK+PCTpSERe4CkxBjs9o41wnPoUejCgiGDf15CQFJKFbExHpzVdtJiY/jzpPFcNGJoG1t6wB7BaReO5bQLxwLgN02+27iVNHM5Fk1yWs42ZmwewPRNgw4eg4kMU85Du66jaYJnLp6CRVN5FY9EjuhcOh6vn2++W8u7Hy0OixulKbz6zJX0yUmvt33D5r288OocNm/bT5fkWC6fOp5TT6wbeWGakn89/TVfzV7b5rl2HrznHCZN6HiFzGfkvc2cwi8a3H9cl1OZ0u0S7Hr7XTEqqz9GVjxImdtk6szzKayOptpvI9rixW1YMGVoxdiu60zs04sR3TM4e+hAUmNjQnp+Rfhpai6dI07wd+wq5rs566iu9rF42Tb2FVTg9zfNbx0Oumcm8fbL17T4+M++WsmzL/1YL+onFNhsOl5v/dWTvXp24fXnO2beFCklb+14luVl8+ts17FwYvqZnNVtaoQsazpSupFF5yCNPfhNPz/uzGZ1QSqVXnvIwzGjrFYm9cnmiQvOVBkxOzCdUvBnzPqF516dg2EYGEb7eV/jRufw6AMXtMhPXFHp4qIrX8DdQOQPBGrRWq16kyJ/dF0QHW1n0oT+9O2dxgnHDeDHnzfwwYxlaEJwxdTxTD758L7w9k6Fr4z15SvId+0myhLNUYljyIzqGWmzmow0K5HOVygs+pDianh3/WA+2jgIGYJaWFZd46qxI/FLkxP65jC2Z1a7DbVVNI1OJ/glpU4uvvIFfO0w34cQgn/edz7jx/Zu0fG/rNrJvX//FLPmuxLAJReNo6ioiq7p8Zxx6lHc/eAnNZO9jTN8aHf+8/Bv0HXlo+0I7Cmr4IznX8cdgt91tNVClM3G0xedxajumSGwrmNgmCZOl5fYKDuadmTe2DpdeuRvvl/bLsUeAm6Gr2avabHgjxzWk0/fvYE16/KQwNDBmdisdb+6a6+ayO33Tm90lO9wWDjlhEFK7DsQmYnxPPebc/jLjK9w+/yYUtItIY7+6aksyN2FIBBWmlda3mjszsisDO6efDyDM9I7jetGSsmbs5fx6tdL8Xh9RNmt/OGs8VxywohImxYxjgjBl1KycGn9MMf2RLAEas3BatUZObxhl8SwId157MELef7VOeTuLELXBB6vv9a1ZbdZ6JqeyCknDGJbbgFvf7CI7TsK6dk9hYyuiVRXexk0IIMTJw7ocNE5RzoTcnoy75Zr2VZUgsNioUdy/XDZZbvy+O+chSzbnY9h1v2tpcfG8NaVF3e6yJv3flzBi18swu0NDIJ81R6e/nQeUTYr507o+G7LltDhXToffLKEV9+aF5GVq03FZtO59/YpTJzQr836lFIyf9FWPpn1C85qDyccN4CzzxjOlm37+eu90/F4jaDpBGw2nZuvO4XTTxl6xD7+HslUe328OH8JM1dvQAg496hBXDthDFFtvLCsPXDS7S9QWuWqt71rUhxfPnx1BCwKH53Ch//Oh4t4qZ0X/bZZdSYc3Zf/u2NKxATU5zP48NOl5O4oYtXa3RQUNr7+QNc1jh3fhwfuOkdN5ik6JKYpGf2nJ4Pus+gaS565qY0tCi+dwof/2jvzD98oAuRkd+G0k4dS5XQzblQOgwd2i5hwbtm2nz/c/FazXEqGYbJ4WS5r1+9haM1iMdOUrN+Uj8vlY/DAbkRH2eodJ6VE4kcTnW80qWhfaJqgW0o8+cX1ax30SOt0pTlq6bCC7/H48Pna5yTt9h1FxMU6uPi80U0W+jXr8vjf2/PYubuYnOxUfv/bYxk0oPVJsm6564MWzR+43T4++GQpubuKAHjt7XlUOT2BpxQJN18fcPtAQOg3lf6XnRXvYMhqHHo6A5Jvo1vsGa22X6FoKbecP5F7X/8at++QFe1WC7dcMDGCVkWWDiv4kY80kQQv/BzgiWe/ZcfuIq6fdsJhz/TC/+bw/sdLalMyFJc4Wb0uj0fuv4CRw1oeO15UXElllbvFx89duIW5C7cE3fefZ75lT34piYkO6H4f0Um7a/e5jf2sLroXTdjpGnNSi/tXKFrDSSP7YrdZeHbmfPKKyumZnsSfz5nAuIEtv6bKqlx8tnAd2/cWM7hnV84YN5AYR/2n3fZKh/bh//mv77J6bV4YLQrGoZ9X46N3q1Xn47euJyE+Kuj+vPxS7nnwY3bsKgm6v09OGq8+c1UL7YQ9e8u4dNpLLT6+HkIy9OitJKRUsvDrYQhETS55k+POWsm4U9bXaR5r7c3ErHaXM0+haBHb9xbzu8c/wO314at5ataE4G+XnRzxqJ+m+vAjPUxuFf+49zzS0tq21NsBkRcWk8NlLbTZLGzfUVhvu8fr58a/vstlV7/coNgD5O6sf2xzyMxIxBbCmrOnX7qA8aetYdE3R2H4dfx+Db9Pw/BbmPfFcIr2JtRp7/TtpqD6Jwqr52FIb8jsUCgiwe0vfU6ly1Mr9gCmlDz49mxe/WpxBC1rOh1a8OPjorjw7FERmBAVSL8GWuO+cb/PIC21/g3pvn98yqomPJkkxLe+aPSdt9b3o2ua4M5bTm/iGUz6HrWLsaesYdCYXHZuygBR/0ZnGBoblmfXPVJ6mbnofl6Z8W/+990UCpzzWvAOFIrI8/PqbeTua3hw9uxnC7jooTdZvGFnG1rVfDqsD/8AFoteU8WprSdwBf16ZxATZWfF6t319lp0jb6908nMqBsRUO3yNnmR2LChrS8WftKkgfTJSeO5V35kT34pQwZlct2040mIj2bUiJ5cOu3lRj+7tKwSzrxiPrpuIDSJNATIIDdYCaZ5cLvXbeGDZ06mcE9SYLZDwOzps3jxXwNIilcl8xSRwePz882yTSzeuIuM5DjOP3Yo3VISgrbdub+UJz7+mWWbd9cu3mqMbfnF3PL8Z/z3hnMZ3a/112446PCCP2lCP174308R6Ts22sET/5zKrrxiXn5jLouXbsdvmBiGiSklG7fs5aY73uO+O88mOSmQcra01Nnk889buIXqag/R0a0rvtezewqPPnBhve0ul68mgqehCWhJ36PysEf5WDm/NwNH7aT30Dy+/7i+q1C3mPQfvqv29ZxPR7J/dzKG/+BPrHBvIo88/SaP3nNrq96PQtESqlwernjsffaXVODy+tEE/O/rpWgC7DYrNotOv6xU/njWeDKS47j04bdxNUHoD8Xt8/PszPm8dnv7zMraoV2O7UT1AAAgAElEQVQ6AF1S4rj9xskRidq54OxRAPTISuGhe87lhScvR9cDwmmaEr/fZM36Pdx+74cHV7U2w/tktegsWxG+R8SvvltLWlYRusUAfj0nIbHafRw9eQ2VZVF88954XE47sfEujj/3FyxWP5pmIISJxepn5KSNdO1x8JF33dKcOmIPgYLhSxd727xguEIB8Nbs5eQXldeK+IESE6YEl8dHudPN0k27ufrfH3LGPa82W+wPsH1vw66fSNPhR/gQyCMjgviVQ4UQop5IHTU4i2PH962zbcbnK+rl3jcMk7z8MrZsL6Bf73RSkmKb0TFhnZ8odW5kwhm/YLFI0nsW8v30cWxa2RPDp9OlWykX3zAbi0Wyd2cXhozdzjfvHs2kc1YwYuImeg3cw6YV2RiGRr9hu0jvXlrn3IY/+A3YNAS7Kz6jR8I5YXtfzaWqzEl1pYvUrBSEEPxSksszm75me1UBXaMS+EOfkzmha+fMvXIkMfuXzXibkGCxtUrSNamtA0mazhEh+N/8sBa/P3yCL6Vk9IieVDk9CCG44OxRnDRpYL12e/eVBa1MpWuCwqJK+vVOx+GwMmpET5Y3YeRumpLRI0Ofw72svJo77vuIrbmlXHyDj269itB1OOvKBZx15QKkBMMPlpoFs70H59Gz/140TbJzU1cqyqLod9Qejjl9TYN95AzKZ+uaLOSh1ZmEiTXBxzWPrWTi4GimnXY0XZMjd3FUlFTy6BVPs+L7NQghSOgSz0kvTeFlFmDWXPbbqwr4v9XTucPwcFbmqIjZ2tnZvjGf/fll9BiUwQ9rtrFlTxHDenfjzHGDcNjqytiioi28sGU2edXF5MSm85uuE0jxJ7aZF+D0cQPapJ+W0OEFX0rJzM9XHr5hK1m1No+e3VN4+b9XNpgTZ+Twnqxem4fnV4+CXp/BgL5da1/fdsOpXHb1yw0WKdc0sFot3H/n2US1clHHttxC3v5gIdtyC+mTk8blU8fz5HOz2bq9gJgEJxnZxehBIjcth2RH0C0S3RJ4Tz377yNvWyo+r47V1vBo6eSLlrJneyo+rwWf14rF6gcBlu5e9pck8+n8dXy7fAvv3f1buqXEt+o9tpR7zniYrSty8ddMWu8vLOUd+T0jk/KJ1z1srOpKvicJj+nj8fWzmPfLejKqEpgyZgw5fTIiYnNnY9f2Am679AWqyl24Uu1UDIyHmuvv88UbeOyDH3nh5gsZ0SeQ3//HfWu5b/V03GagYNDK0h2sKNqBuSgBWdQ2C6TGBJmwXbVtD9+v2EqP9CTOPnpQvfTmbUWHF/ydu4upaMVq0qbi8xns2VvK0l9yGTc6J2ibKacN4+OZyzHKq2tdOw67lTMmDyUl+aArJzMjiQvOHsWsr1fVyfJpteqcfvIQ+vZOZ+KEfiQmtC4sc/W6PG7/23Q8Xj9SSnblFfP9Txtq98cmVqNr9e86jXmRrDaDlK4VmIaGNA1EzaBJSmrcaoGD45OdXHv/p6xdnMP+3cmkdStl8NHbsTm8bNzak/c/O5Fqt5eXv1zEfZef2qr32RJy1+wkd+1u/D4DIy4amZrA0GtKOKXftwgBphRMSNlKqTea13ZPwOmVrHhwPSt88JW5kCFjs3n4uWnYbB3+Emq3GH6Dmy58FrfLi2kRdcT+AD7DZNq/P2RA91Q8PoP9I3PxWutWhxM6aIOrMH5KolmTaC1kd2EZg7MDAzy/YfCbv79dJ6Tzkfd+4MWbL2BUBCJ5Ovyv1VntpcGhcojxePxs2VbQoODHxTp49ZmreOuDhcxftJXYGDsXnjOaySfVr0N6w7UnMmxodz79fAUul5cTJw3k7NOHhTQX/VPPf1enFu6vP6bCPUkt+v3rFoN3npjM6ZctID2rFKHVnewNILBH+Rh7/EbSNBNNwB4j8CjRv88uRg3dzLLVA1iyqX5Ia1tQsLsYzWHFO7IvxDhISq3g5PPmgBBoQiL9oOmSJJuTSzMX88qmiQjnwSUI65bs4J1nvuN3t57WaD/biwt57Kcv2VnkYmhaD246fgKZicHDABV1WTZvM25XYMGeJ8Xe6G914+5CEBLd4g3eLM6gLcQeoEt8DIVlVUTZrTz6wY/14vdNKbnmiY/45+/PYPKY/m1i0wE6vOD37Z2Gv5XFRZqK3W4ho2vjF2tiQjR/vvYk/nxt4zlkhBBMPKYfE48JT458KSXbcgsabeOI9h4uJVCQ84Kryo4mJD9+MoqLb/gOXTvwVCAASRwmMTVuokzdJFlIthoH/UYWXTJm2EaWrR5AakJMc99aizEMk9ydRVgsOhn9Mygf0RcsOgjBgNE78QuNsk2x/Pj0URTviEezmgw8eRfHXL2B9LVV+OQhE+4++GL64kYF/9WVn/HMD2twu+2Yhk5uwQY+X7eJVy+9gPG9erTBO+7YfP3T2tqfpydHC8QUNja2k4BPgC1II7d2SKPwCb/VovG317+irMqNlBK/2bA2/d8bXzOgRxo909sue2fYBV8IcRrwFKADr0gpHwnl+W1WC7Exdioqg7t1DCtoNYPc1n7NUQ4bxx3T9/AN2wFCBIqVO52eBtuc8/ufm/3zFwK6ZFRw1V1fNNQCJxrDLT5iaq4xv4QSo24vusXAYbPwu1PHNKP3lrN0eS73/uNT3B7fwSedQ/youm5QtCeOWXcfjd8d2G54dTZ81wNncRQDj93Laup+9153w2F78wt+ZKl7Oscd78frtbB9awY7c7tiSLjxo89Z/JfrOk2pwZbw/YotzN61mxgNTF3gneSDw2YvEJhbotD6VyMOUTbpB3Nz61etNwW/YVJQ1rS1Nn7D5PaXZpFfXIEQgpNH9OXmCyaSEOMIm31hnbYWQujAs8DpwCDgEiHEoFD3M2xo/dGS3wH7joe8KbD7bHAlty7cqlfPLjz3n99GbLKlJZw/ZSR2e3B7o2NdpGUVE46qdwKoqlmN65dQZAjKD1mdKyWs3TCA66ccw6RhLavz2xwKCiv4630f4XL7GvT+bVndgxWf5GD46n4ghldn14pU0hPL62yXAkY2cPPfUrmO6XtewW73IwTY7X769t9DTp98AJxeDzuKS4MeqwjwyleLqbYJygbFUzY0Ebk0scYneeD/4Mit0Zhbo5F+kAZIn8DcGIPcdUBEw3uTbY53WQJb84up9vhwur18vng9Vz32Xlg9FuGOUxoLbJVSbpdSeoH3gZAHYP/+txOwHzJ5JoH9k8CTAugg7VB0bMvOLQSccNwAXnvud2Skdyzf61WXTeDUEwZjtep1Ph8ATTfR9fDMfZgcHNWv9+ms9Fk49EKziSwemvokvz25bcIc33xvYdBw2UPZvzuF4s2JSKP+JaFbTbyFVmTNRygtEBVr4w93nhX0XF/s/RBJ3YvWYjHJ6bMXIUyklJ2y5GBzKKwZJfu6OPDHWcAQHJSrxkRbIDdFYyyKx8y3YXyTjNzhgCDBCe0Nw5TsLCjjk7mrw9ZHuAU/Ezh0Vi6vZlstQohrhRDLhBDLCgtblh0yJzuVZ/59WW0VJk8KGFHUeXeWFgbyaJrGTded1CFL/Vl0jb/cOJmP37qepx+/lBv/eCIJiQCS1MzSsA12JII1PitLvFbyDZ1ARxp2LZV+STdxUvbnxNibsQCtlQTLWBqM0rJENEv9UFPDq2H06oF+vJ3YoTGce80EXv/mr2R0Tw56ngJ3ftDtQkhsNi8ZCbFkJLTfxTntgaNyDgl7rXPtNeVHK6DMCqVWxOAq6OIL1JW+7GQyUmIhyQsWs+Ym0PgTQyR44pO5YVuNHm7/RPAELYe+kPIl4CUI5MNvaUf9eqdz/11nc9f9H2NE1T+NPzrwGN7cBbk2q05llZukxLabXAw1CfFRJMRH0b9vVy44ezSV7t3sqPofuxsvbRsyNOHguMyPibGGfhFZMPL2lPDi6z+zcvUuEuKjAnn7m4AvPgqr0xP4kdS4oHSbnz7jy1hxfwoOAwzp5+f8VZxyykgSkoL/JtIdmWx3bqq3XUqBLiy8cdnFLX9znYQbzpnAnFXbWn4CQ0PmHvTbWx1WkuOj2Z+5F727O/D17rMhqzXwaMht7ef69vj8bNlTRL+s1JCfO9wj/Dzg0GDTLCD48CcEjB3Vi9690oiuEPXembRCVW8wm5ke3mLR6ZZxZNXAjHN0JyMmFLHvhxdSm5bC6PRniLZ0J6/yUxbmX8GSvX+g2NX0QjfNYX9BBdfe9BZzF2yhotLN7j2l7NrTtNwm0qJRnZ6AFi8QuoktxkdS32p2Le+Cs1xQXeXB5fRQWlzFPdP+V7tg69ec2e03WEXdRT7SFKQymKW33kr35MRWv88jnZyMFNITQ/cUKACvw4Xo7kZYQNNBy/Si93WjDaiG6PZVLtXpDk/9iHAL/lKgrxCilxDCBkwFPgtXZ0IInnp0KucdN5zY3SAODaKQUDocygcEInckAfHXrRq6LnDUxL8fSH4GgTDMm647GUvEyymGFlP6WFV4TyvPEgjBPBwTsz4nxTGGn/POZXXR3yj1/EKRez6L913FqoJ7W2lDfd79aDFud8sTtEmbTlVyEs4eKZSlplKwLh5XVf12Pq+fVUuCj0D7xA7k6pzb6OrIQiCItyRyYY8ruW/0XViCLWtWBOWuS1tXHjPKZiHGbiXabuWJ689hdt664IqngbW7F2s7uc41IRjYIz0s5w6rS0dK6RdC3AB8QyAs839SynXh7DM62s4tfzqFSwrHceFjr1KQ6cPQweICbxJUDISKQWBHo09yF+7rOYktm/fTJSWOIQMzmPH5Slas3kl6WgKXXDCWoYOzwmluRNhf/QN+M4iKNQsNaHxUpAk7Je4luPx7cPrr1wDY45xBjvdK4mx9WmlLACklc+ZuxDjMBG1zaOgZRgLVlQ2HvA6IP4q74h8PmR2dkYlDc8hIimNvaX3fY1yUjSqXt8Ehh0XX+OtvTiTabuXYIb2Islv5qjAK4TrYRpogSy2Ye22YRVZEG2dxlTXW/9rleP3Z4+vlBwoVYY8xlFJ+CXwZ7n5+TdfUeL667zq++GY16zbsoUf3FLqNS2VW/ibKPW7O6tWfC/oMxWGxMHZ4r9rjbrj2xLY2tc2p8m7HkNWtPMvhH4EFOn6zil2V0xtss6PibYZ2ub9Vlkgp+Wr2Wl58bQ5l5a6mHFBjYBN8+5o4mEf3EPw+g6FjetXZVuKsxun1kZkYr2LsQ8Sj157FNf/5EM8h7jO71cLD085k0fodvPPDiqDH9eqazDnH1F3hPm3YRD6bsxiQGDscyLWxtT9jiagV4LbigNBLJLrQyO6axI3nHcfEocFX8oeCjhNU3gLiYh1MvWBsnW1nDqif5bKzUe1rm3QGEj9dosazvfy1Rlq1/jH6tXfm88HHS+ukkWiUpoqxBEyJEKBbdPw+AyHA5rByyR9PIDEl4GMuqnJy6ydf8svuwPSUw2rh9pMm8ptRQ1vwbhSHMiS7K2/89RJe/nIRG3YV0KtrMlefMY5hOd04ZlBPSipdfLV0Y51j7FYLN553XL1zZcQkclOvs3hi8TfINbFgto+bsqi52bx/z+Vhdx8f0YKvCE6ZJ6xeNQB04SAn4WocljSy4y9nbfF9Qdv1ir+8Vf1Uu7y8/9GSehlKW40psZS7EYDVbmHaX05n+dzNRMdFccbFY2tH965qD5e89B555RUkrKokPteDMCQvzviAWWcs5Y17rkIPx+q2TkS/rFQev3ZKve1CCP7x+9OZOLQXz81ayP7SSnqkJXLTeccxYXB20HNdNmg8s7/cyWpzb5itBikkyPoum2CYSMqqXHQJc6oRJfidEIseDSHWR9CJsfTAqsURbe1Jj/gLSXYEFlZ1jzufvKpPKfPUffzuEXcpsbZewU7WZPLyS9EtGrQ2qCGQ7jPw15RYKtxYyj3Y7BYeeP4qhh/dm7MvO6bOIfO+XcND//yEPWOi6f5VCZr/oM/fVmZQ9O4W7nK+w2OPBL+p5eUW8skb8ygtrGTkMX05/qxhxLUyQ2o42VNdwhMbPmdJ8VZsmpULe4zj1IxhJNljSLK13bqKXzN5zAAmj2l6DvrCZpQZbQm+OBNntoHpAExwFAii8nREsFrQBxCBeYlwowS/E9IzbirrvFsxZBP83U3GID3mJAYk31xvjxCCY7q9RWH1AnZWvI+u2emdcA3x9tYnjkvrEteyAvZS1s2jdeDfIhDSa0bZ8Oka9kovvQfUz32/f08pj98xHVeKIOPHsjpizyGnXT1rPftuKqFrRt1FWjPemMfLj35ZG0206IcNPPf3z7D0t8FUO0f17MWF/Y9maGIPLFrkI3tKPFVcOv8pXEbAbeY2/fxv+xxe2z4HEKTZ4/lz/8mMT+1PnDUqorYejhF9urF3SUVYzu2PklT2MwIhKgA6uNMkpsUgNje43EpN4k4z8QtJ66pXHx71rNkJyYydQkbM6WjCji6iCdXPYGfFO43uT40+htFd/8uItMdDIvYQyE468Zi+zctLXyP29vxKonaVY88r/5VaC0ybjvCZWG0WNq/Lq3eK72f+gmmY2It8WJxmww/tJlz2yn9YWLi5dlNZSRUvPfpF0NBR3xYv1dMrmV22hj8sfpmTvn+QL/f80vT31gT8psEP+9Zx54p3+L/VH7KxfA8A68p2M3P3Uva7yusd8/SmL2vF/lAC61Ql+z3l/G31h5z248O8nTs3pPaGmmvPHN/iYw83sevqZtS/nHTwpkhMS91jZc1/rnQTXxY49PCPv9UIvxMihMZRqQ/SO/FqSt0ryC1/i0rfxsMfeBgM6SK3/E2yYs/FqrdNFattVRtJOW8tQ47fgs/0giZx74si/+tMnDuDuBmkBL9JVH4lwgxkvPF0T6jfRoClyoNLCnye+v6vygoXfp+BhcPP/ZmbDG5b+iafnfhXujjiWfTDhgaXMAgTrJtBVEpkvMBl+Pjnuk/JjE5hWFLrVyq7DR+/X/g826r21Zrwdf7KeqsqRiRl8/yYq9Fq5h++27e2Sef3mQbPb/6W/vHdGJMS/sR4LaFHWiLdkuPIL2neUnOJxLCD7pEN+uWNKBk8ltcE0wbCHzhWColphYrBfqQO1w4e0yZzPWqE34mJsfYgK+4ceiVcgSZCk5J1Q8lj/Lh7Mi5f2BZU17KqdAnPb/0nm51rMG1uNLuJEFA2N47UYQVkDjXRhDhYktI0wZQ49lUhTIlh13FnxgXcOIdG7tT82x9jQ0rJE3/7GO8hk8IVZdUs+mH9weaNDPoEYNsSSIX71vKfAseXNO5DlhbQDvE4eEx/yEbNH+5cUEfsa/v81esVpTu4cO5/2Fq5DyklHrPpkz4+afD0xq9abWs4uf3iE7BZmu8qq+rrx5soGxzpW6oFBEt2qYHmCUzgGhYTVzeTqqEGNrvO9cOO5s5xxzfblpagRvidmH1V37Gy8G5MWhuTXxe/rGRN8UOM7fp8SM97KFJKPt7zOj55cLZWCECXJAyqYM+/0onqXsVnH93DnHmbWLlmNz99vx4fEnd6LLrLh7RoCBNksDBNIZB2C1R6cTk9vPfCD5QUVCIEzP92LVUVB7PxHS4GQ7gBC6zbvAsmQGKXxic4hQHGr9Ko7HeXHaaXpjEzb1mTo83zXCVctfA5bux/erP72Vy5F0Oa6KJ9jiknDevNI1efyX9nzGVXQSlxUQ6G987A7fWzuJEqbKYDqnMM9E06uitwo9SlqF3aEZWv40361c3RAHuhQBg1LqEEjdcuP4++aakk2B1Y23CORgl+J8RnVvHL/lsodi8MWx9Frrks2fcnusWcSmbs2SHPNlptVFHlr/tI7ivUKfksger1DoQE1y6DN579nt9edyKvvDkPw6oFFlHpYAhJVF4l7m4NZK2UElFTl9jnNXj/+R9bZKcU4OsLeCGzMuA66tazCxarHjQXj9SgejJgP/h5aWiMSQnNamS9md+D1/Tzrw2zmt2PRFLkqSTd0X5Tih8/rDfH/6oewyl3vBi0rUTiyjBBC3xHFYMMdKfA4g64cSQQvUvHUiVI3Gohbkg0BaaTBJuDM3r2Z29lBTsHljM8NYM/Dh1Hdnxk8nMpwe+ELN33B8o8q8LeT5HrJ4pcP7G++GEmZs3CYUkL2bntmqOOH9W738KuezIwXVptpksBfPHuQuJ6JFPt8hzMiS8l9n2B1BKWSi8+q16vODYSLOUtzKl94BRaoBaD83SwbxNMPTGwGGjwyJ6kZyaRv6sYecgqXgk4zwbPpLq2xFsdXJo9oVW2HODiHuN5rAUC3lwkEGcJX+WmcFFaGTxyzZ1m4s48xFcjwIiVGIc8rFUOPHgDl3hYOvUG4m3hjrtpHu3zeUsRNso966j0bj58wxDil04W7706pOe0aFbGJU+qzUpZ+HYSZvVBsT+A9JksXZGL13vwYtQ8BppfIgBLpQfN4z+YPsEMxOHb9lc1uWaG3yEoOtrO7vNjKJjowBcnkIC/OzgvgPi5GlfKCQwcHph0FULwyOtXM3BYj8AaggMI0EtAKwcdjViLg3OyRvPuhBtJsYcmf/55PcYxJKH74Ru2kuyYVKItAbHzmwYrSnJZVrwNr+nHbxqUeZ0Ysm1qUTeH+OjgAm2t0oiyWmpTZggaf1oq93l4a0Noo6tCgRrhdzKcvp1E4j7v9Ofi8u8lylI/pr2lnJ91BT7pZXnJApwro2nIm+4tqz64sAoCrpqasBQB2PdVYUZZMKKs4DexOr0Io2lq74vXyL0iDtMqkFZBVbakZKSDnI+cXD55AtGxDo6eOpAeves+3XRJT+Df7/6RksJK9uWVMOfzlezZWcRRo3pz/nnHYg0SZlpe6uSDF39kw8pdpGUmMeWSoxkyunkL13Sh8b/x13H3ivf4bv+aZh3bHKZ0GwnAypJcbl7+Bh7Df8iSB4mJRENjaGJ3bhxwBkMSw38Tagp/OmcCD7/7fb15jmGpXbnv7Mn8d+UC1hTvo1d8EpVeL0sL6ofsHuCHvG38aVjLQ0DDgRL8TkacrS+yCYnPQo/Ab4Z2haNFs3JZz+uYnHAxlxv/aqBX2Lc6H5IctfcD067Xa6O7/Oiu5i8/3n98FIZDHHQJWQKj+4IzYrnqlsmHPT45NY7k1DgGjQgecimlZNuGvXz5/iK++mhpbTjNxlW7mT97LRdPm8QVNzWvtsEeZ0lYxR7g+/3r6JOQwS3L3sBsYJrYwGRl2U6uXfwSv+s9iWv6nBxWm5rCBccdRVlVNS99sThQW1bAsUN68e8/TMGi6/z3+IMpHr7I3dio4KdGRW71cUMowe9kxNn6kmwfSZF7IW1Z2k3DTow1OyznjtJj0DTRYN1aX4Ubu8eHJzUGLBrSomFEWdFdvmZXQPs1zl6W+v5/oDJesr+onPQuLZ+0LC918rer/8eOLfvw++q7PwyfyfRXf2byhWNIz2z6JOB7O+a12KamsqEij1uXv9mg2B+KXxq8sf1nzug2kszo4GUj25Jppx/NFaeOobTSRUKMA7s1uEye1rMfI7pksKKofl4eu6bz+0FtU7O5OSgffidkVPrTWETbjj6Gpf4TTYRnfBET56Df0MbrFugeg6i8Chy7y7GUuPAl2PHH2pCidbc94Q5+tJCwZVXrspL+644P2b4puNgfQErJ8vlbmnXe5aW5rbKrKUholo9eSsmCwvplISOFVddJS4xtUOwBdE3jk7N+yy3DJ2CtWTSlC4Fdt3DvuJMY27V9uKkORY3wAa/Hx8bFW7DarfQf07t2deGRiq7Z6RpzEnlVn4bl/KmOiRR7liClnxhrNkNTHyLJHt5UwX955GJu/M2zVFc0HFkjAGFIbBUeqGi4eElzSF7uoei4KKT1kFG+XxK3xUfCsOZnPjRNEyEEzko3KxdtwzQaF00BRMc0L+nWPldoYvpDiZQShx7+5GGhRgjBTSMmcNOICWwrL6bU7WJwSjpRFmukTQtKpxf8BTOX8vAV/8WTEIcZ5yAK+Ocrf2To+NDkemmv9Ir/HXlVnxF8WWDr6J9yK/EhqmLVVBxdo9k+LZ70J92tdtM0h5TlHtyZFqpyrAhTIoXAUegnY3Y1gx8J7pc3TZPP31vMtx8vxWLROf/3x9FnYDeefuBTVi/ejtAEYyb2b1p9FovGuOObV+PBCMN3LhB0i0qkyFPZrFW5B/BjMil9UMjtakt6J6RA+112AHRywc/fvp/7L30Sz6h+4LCBRafSNLnhwRlomqBXdir33TmFnt27RNrUkLOr6kPCIfZWLanNxR7grQ3LyUrbjZmsYxRb6sTrHJoUM9QICVkznXiTNNxddGzlJo4CgxHH9Kn3pCilZPPaPB64/k1Kiw6WmPznLe+hWzRMwwys2DQli37YgAgyN1C3c3joxd8RFdO8WO8JXfrz/f6m5cZpCJuwYGByVc7x/KFvYLLVbxpM/uEfLRJ8gEqfi/h2nmmzo9MpBd80JTM+/4VX73kPb68MiLbDgYuz5q8pYVtuIVdd9xpvvTiNrMzITyaFkrzKj1t9jlhrH6p8W2tfW0UCEzI/bPV5m4vLl09mzB30X9CD9WU96ol9W2ArNbGVHryB/vHuQDSHaZqsWLiVlQu28u2M5VSWVROsdKrhr3/zrV2U1UC9+Lj4KLr1TDmsbfv3lPLxa3PZsjaP7L5dyYiOIvlziXSBrx9UnwVml6bfEqf2PIZRyTmMSO5VR6Atms5tA8/ikXUzcZtNrD52CCtLd7SLSdsjmU4p+A8+Nos5czeiVVQj+2YeFPsgmKbkqRe+5/GHLmpDC8OPIVtbMURjQrf38ZlOilxzibHmkOQ4KiS2NZdfCm7F4q9mw9c9kEb9kMu2rVQKo4/tR4/eaXg9Pu648mU2rcmrs6K22TRwaLXTw/sv/MgN953b4KG5m/dx26Uv4PX4MPwmG2smkkXN/7ZVgeycpXdISGhc9OMtUfzf0AuY2Ijr5YzMkXSLTubt3LmsKd1Fhd/V5MnbPnFdm9RO0XI6neAvWrqNH38OpAI2stOhCTUk128Mf+bHtqhoHooAACAASURBVCbZMYoS99IWHq0xMPl2dM2BrjnIimtYcMKN219IpW8z7jIbQYfOhM+dEwy7w8pvbwy4OD54cU6twIYDw2+y4Lt19QQ/f3cxbz01m727SygtqsTlbHiCWgB4IH6ehmuKxqD4LAbGZzJ732pchg+/NNCEYGhCD54YfSU27fCSMTwpm+FJ2RjS5NlN3/D2jsNn+ky1x9M/vtth2ylaR6sEXwjxODCFQIG5bcDvpJRlNfvuAqYRqAt/o5Tym1ba2mq+mr2Gx578+uCGaMfBsnaNzJAlJh55fsUhKX9jfv5vMGTz8sVYtSSOSn2I9Ojjw2NYMzGlB9CI7eLGNBu7eYfTkx9A0wU3P3Q+/YcGwvFmvBn+ePfSoiq+mr6E0y8aC8Csdxfw3EPNy5UjTBhYnMHjJ11bGylz44DTWVi0mb2uMgYlZDE44f/bu9PAqKqzgeP/597ZskEWspiEQNh32VFRxB0UQa1WrHu11haXvta60UXb2mrftlbb+lbctVaLVisqKiCCG4vIKpuEPYGwJiHrbPe8H2YCiZlsJJOZIef3hZk7d+48l5l5cubcc56T2+oCeKYY3DFgMuW+at4uXNHoflmuZJ4ed0urjq0dn7aOP5wPDFFKDQO+Ae4HEJFBwHRgMDAJeFJEIrpO2zsfrOGxJ+dj1W0F1n6Aa5N+yBaiYsDkQFL0WT7WlH7JpwfmUVS1M/xBh1GiozcTcz+ge9KVuMxsXGYm8WZvDOIAwcCBYEewIdgxxEle0pWck7cwapI9QJwtB4eRgmm3OGlgCaH7P8Kf7AEMw6BgY+DX4HuvLaO6sq3dZi3zzB/mAnD4QDn/9/C7x3WMPn2y6w2LtBkmZ2QM5Ls9TmVIcvc2VTv9cb/GZxyPSe3N22f+jMy45OM+vtZybWrhK6Xm1bm7FLg8eHsa8JpSyg1sF5ECYCwQvnq8TVBK8exLn+IOsXLRUVLb21v3D4Ii8+xiSnsdpri6kL8W/Aa3vwaFhWAwqOtwbuh5J0aU1vxujtPWjaHdftFge4V3BxWeAhLsPUi098ZjlWCTREwjPJX/dhUeYt36IpKT4xk3Kh9biIUpKstrKD1UQUZ2cr06MyLC8IxH+bL4Vk6/6RvevG8Mfs+3P9Yd06nj8/p599WlXH/n+fzjd3M65DUBqirczLz5OXZvO3Dc1wouvf70do7qmBRHAr8c8h1+/XX9gQKp9gQeHj693Utna41rzz787wP/Dt7OIfAHoFZhcFtEeH1+SsuaX7A7sVc5vW/YirvMjr/aRlxGDYZd4VfCkwW/o8JXf+HjdaVf8cXBhZyeHvkaIO0p0d6TxDplEJxm8yNBjodlKf7w+AcsWLQB5bewLIXyW3QtdTN52khuvGsSSln89o5XWL10Kza7iWEY3Pg/F3Dx1ceKUqW6RnJm7rtsTXyWLRet5uu5efjcBmKAsmovT3YMv89i356SJmfHhsPKVs62rWvk+L4Niru1tym5o5iYOYgXt31CcU0p49P7c27W0KhYoL0zaTbhi8gCINTl85lKqbeD+8wEfEDtKtahvmEhmx4icgtwC0BeXl4LQm49u82ka9c4SktrV3aqDaXOIhN2P91OOYiY4Er1AseGlSmgzFfS4LgWft4ofI78hL7kxLd9vdHOZsGiDcxfuD5QpKqWIZQlOXj3taVsWV9EwfoiPMFfZrVDF5/94/ukZXbhtHMHH32ay5ZB35QfM+EHE+k/sZCtSzKx2RWGzWL5v/rhc7ekbdPwc9FaiV3iKC5s+FmJNJvdwPKrevWGRCCvdwYPPPa9Dokh0R7HjP7NF5TTwqfZb4FSqsnmq4hcD0wBzlHqaCd4IVC3kEQuEHKoi1JqFjALYPTo0WEZQScifP+a03ny6YXUuH0k9T1CVVECyh8opKIsIXXUYboOKmvkCI2HpVD8dcuv+e3Qf2AzwjedusrrYfaWdSws3EZWfCLXDRzJkLTMsL1eR/jnv76on+whsLSgzcBtwMKU/bh6G3TdUD8Fu2u8/HvWonoJH8BhdiUj7ix2ZK5i1NVbMQ0/KCjbF8/mBT0wTIXfb+H3mticfpRf8HsN7HF+zvjBevqfVYhhtyha241Ffx9KaVHr6g05XXZ+cM+FlBxo3eLY4dYlJYHHXr2VBf9dyZKFGzBtBgOG5TFh8jCGjsnXXSqdiKhGhrK16Mkik4A/A2cqpQ7U2T4Y+BeBfvts4COgr1Kqybq8o0ePVitWNH41v63e/XANz738Gf7uu8mZUkjVzgR8VTYS8ytwprbtAtu5mVO5OPuqo/c9lofi6kLshoN0Zxa24HC2Us9hNh5Zjc2wM6TrKOLM+GaPXe5xM/WdlyiuKqfa58MQwWGYPDJ+Epf0jt3p6OdNehRPqNmklsK1txxvomL7dV1I/aqGjE/rjyZKTU/ilU8eaPDUJ1Yt5u/rltDNVcaI9B0AfH0on98MvJFDWxZzyPwXab0PsWN5Jp5qGyhFWs8K0nuXYXME/vhYFnir7My592Jycnuy6osCrEbq4ztcduITnGTmpHD1jHMYM6E/My59gm2bGlZQ7GhpGUlcfdu5TLp8jE7qJzgR+UopNbq5/drah/83wAnMD36gliqlblVKrReR2cAGAl09M5pL9uFW46tma/5b5P30G5QKrHzRdeCR5p/YQh/vf4/T087jkGc/nx6cz9rS5VjB0gWCMC51IunODN4vfhNDDAThtZ1Pk+nKId6WwBndzufklLFHj+ex3LxY8CqrSpdQ5bXw29Ko9qUAgqUUNX4fP18yj8k9++E0Y3M6hSqtgWRXiOUFFeLx4ygB5RAOj3aRttyN6Q4kXSXg6N2w9V3j8/GPr1fi9hsUVaZQVBkoGSzA83vW8PTUa/hsz9tUe0vpd2bgB6e3xsCwKUzbsYRuGGB3Ku5+NovBJ32fJ371Fu/PXh7yHBK7uHhl8bE/PIf2lbF9c+STPcB5l406OlxT06Dto3QaLZqilHoYeLgtx29Pf9h8H4c8+wN3wtDY8Ss/v9t4Nz7lPZroaykUyw4vAgSFVa+HqKhmBwBbKtaTf6A/P+n3IH7l48F193LEtx+7XdHVDkNzqkhNKGf17vrXCjYc3s+I9NicsJLktSjx+lG1a8oG+5edByoRwJsQXKHKUrjTTeILfSgBywa7T2nYfbavKnRXigLWH96PabgYn/0a28teZk/5+2zdcJj9W7ow4OxCTFv99ohh9+E2twIw6fIxjSb8CZPqVwH9bN76xuZ/dbiuKdG3AIcWWbE5nrCVtlduOZbsw8ij3A2SfS0VXNitKdsrN7OqZAlLDi6mzHsAs86iqjbTIjelhATnsa4Nv2WRZI+uRZJbY8pVpxC/rxLHwUrMI25sZTW4Csswq31Ydjh4WmARbMsueBPA20U40t/OjmuSSMhuWHo4PS6h/jyLOnp1CdRosRkJ9E25lTPz3mZ4l+fYMK8noUbVGuKiqyPQXdZvaC7jzhrQYJ+krnFcc/t59bYt+Wh9q/4PwskwdTeOVl9s9gW00oayVZEOocXmF7/NrsoibGaIYloK0hIqqXS7METIS0qmT3J4hkx2hGvvOI+iHQdZvngTVrUPZanAwhlO4cB4F6UnB/+YGcKeafUX8b7t5NMaHC/e7uB7/U/mn5tW47GOtdhdpo07RzTcf+RpfXnixUeZv+lKjG67Me21/+cGpjjpnvSdo/s++OT1LHpvNbOfXkxNlYcJk4cy/Ydn44qvX8NdomgthdGnn9glvrXW6xQJP8PZfgtnh1txTRGID7/VsMyPQvD47MTb7GTEJfDsed8JfZAY4XDY+OXfrmXPrkPs3rqfNdZB/lSwBLc9RKmLOiMmL+s1mPPyGvYmWkqx+dD+eske4JzcXpySFXrIb3JqIpee8jqbDv+Joop3sJSHtLhxDE6bicOsP/tz4kXDmXjR8CbP6YLvjGbDyp143K2vFtmeuqTEk93jxCvrrbVNp0j4J6eM49VdT+GPyOLdrePHh2mA36pf51Ep8PsNapYmcVnPHvzmmktPmJEX2XlpZOelUbG7APteB25v/RFTdsNgVEYOozJyuLLvMPK6hJ6G/1bB13y+r2Gxsvd2fsMDFUfISewS8nk2I54h3X7BkBCzjltrwuShLPt4I4vnrqUtI+Da6vfP3RSx19aiV/T8/gwjh+Hgzn4P0bF1E1uvT0LdIZYKr9/A5zfw+YWKGifr5vSl63rh03e28PrLn0csznCZkJOPy2Zr8C7ZxOCPZ1zIz0ZNaDTZA/x62cJGH5u9ZW07Rdk0wzC494/TefSlH9B7UDamGZjxS50Jv2KEbxauaTO4/KYJ9BoQmxfytfBq0zj89hbucfhrSpbz/I7Hm7142pGcRhzZru5MyZ5On6SB3L/2Zqr8lQAoCzxeA69l4hAfZavSKHo3FyxIQnj3g3siHH37Kyg9xA8+epPiqnIMDBymyV/OnMKZOfnNPjf/+T80OkXu1KzuvDr5qkYeDR+vx4fH48PhsPHgjJeodHyMI97LxgXd8dW07Ad2bW2/JvcxhIHD87jipgmccnbszs3Qjk9HjcOPKSenjOVW816e2vpoo6NpOprbqmZX9bajBdhuyP8JTxYERrOKAU6nhTMYa+qow5SuS6FyZyJV1ZHtIw6XPslpLLzsZraWHabG72NgSjpmCy+E2g2zQf99rTEZue0ZZovZHbajxd5m/Hwqi4ueoktWJbknH2T1W/kc3N4Vn9vEtCt87oZ1ZVIzkrj0+tNZvaQAu91Gv6G5jDqjH599uI4P3liBp8bLiNP6cMt9Uzipu14tSmtap2rh17KUxas7Z/FVyef4Ob71N9tb97he3D3gYfZW7+aPm2fiUw0TurLg4LJuFM3JJVUJb3144rXw2+IXX8zn5c2hR2Rtve6nmGbkC3W9v20USuovSFJxyImn0sXguKf5y/3vUHa4EstS9Oqfxf2PfY/MnJQIRavFCt3Cb4IhBlf3vJWeCX2ZXfhMpMMBoLB6O/8oeIRdVdtCJnsI/qz3g2EpfvTjE6tCZ3t46NRz+aJ4J1vLDtfb/pczLoyKZA/QxdmXMk/9BcQT09w4M7oyvPtAXlgwkH1FJTgcNlIzQl9k1rTj1SkTfq0y7+Hmd+ogCsXG8jVN7iMC/i0J3PPDczj/klEdFFnsMET46LKbWb1/Dy9vWk1uYhd+NGwcLlv4itq11sDUu1m+71asOiuNGeJiYOrdR0ddZeXqrhktPDp1wnearkiH0CpiwJAf1nDBIJ3smzI8I5vhGdE5SiU1bjRjs2ax+fDjlHu3EG/LpV/KDDLiz4x0aFon0KkTfl58L+w48PLtSpm1AwOj5/pGrXJfGdsqN9MncWCkQ4kpXqscj/8wcbZsDIlsiz/VNZJTs1+MaAxa59SpE36fxEHkxPdgd9X2oxdvDQwyXNm4jDh2VB3/KkLhYik/R7zRt8BGtPIrD2sP/ILiyg8RbBhi0i/lDnp2vTrSoWlah+sUE68aIyLM6DuTszOnkGxPpYstmTPTJ/E//R5iQNLJkQ4vJJ/ykRffO9JhxASlFJ8WXkVRxVy8loVP1eC1Ktl0+M8UVy6IdHia1uE6dQsfwGE4mZJ9JVOyr6y3PcMVnfV3kmzJdHPG9kpXHWHdwWLe2/4Y/VMKcJoKQwLdc16/gTLcFJTOIitBj3TSOpdOn/Abs7YsdP3zSLvopO9GOoSoVuX1MO2dl9lSdohfj1uE06w/EctuWvgtodq3L0IRalrkdOounaYc9hxofqcOlh/fjzFpp0c6jKh21yfvsaXsEACJdnej+yU7hzb6mKadqHTCb0S/pI5LCL0S+tPV3vjYa0E4s9uF3NHvV5iif5Q1xlKKebuOXWjffiS9dhGtesq9LsrcGzlQ/UUHRqdpkaezRyMmZV3Gx/vfw6/CW3rhvIxLmJJzJUopqv1V+JWPj/fPZW3pcir9FWQ6s5mcfQX9k4aENY4TgV/Vr5D05tZR/HTEB9gNP6ahsBT4LJNtZekkO3exct8dnHLSi3R1Do5YzJrWkTplLZ2WKq4p4olvHqTSXxGW4/dNHMyMPjNPmLr20WDCG0+xq7zs6P2s+FIm91hLXtIhDlYnsepAHt/t+yUO0w8ImfFnMyrz8cgFrGntoKW1dHSXThOyXDk8PHQWF2RdhokNB06Ot6Z+N3smNrHjECcmJuPTzuXHfR7Qyb6d/XXCxRh13qPiqmTe2jqKT4r6Yynhe/2XBZM9gKLCu+3ovmXuEl7d9BAvrD+f59dfyidF/+ng6DUtvNqlhS8idwP/C6QrpQ5KIIs9DlwIVAE3KKVWNnecaGvh1+X217CrahuCsPTQx6wuXYaFhU1sWMoi0daFEu/BkM+96KQrOS9zGtX+Kkq8B0lzpOMy4zv4DDqPHUdK+NXSBSzdswu38uEyPTx62uvYG6wTLCTZ+2EaSdiMFApKl5Jgr8QeXKDE7bfh9l/M9P6/6fiT0LRWaGkLv80JX0S6A88AA4BRwYR/IXA7gYQ/DnhcKTWuuWNFc8JviQ1lq3hl5z+o8B8BINWRzrU9ZtArsX+EI+u8DlaVMHvLP7EZc8hJKEak/rKRPmVgNyz8CvyWyVtbRzK0WyGDUvcC4PWbnJHzIalxWZE6BU1rVkcm/DeA3wBvA6ODCf8pYJFS6tXgPpuBiUqpvU0dK9YTvha9lLJYse8ZXty4hC/2dsdjmQzvtoup+atJdBwbvnm4Jp6Hlk/jhgGfMyJjF9U+O6mu+zmru57/oEWvDqmHLyJTgSKl1Jpv9UXnAHVXky4Mbmsy4WtaOJR73Ny+aA6LikqBY0XnlhT3YUNJDr8c8/bRfv1Eu5sEu4c3to5mePouBEUXR7cIRa5p7avZhC8iC4BQv2dnAg8A54d6WohtIX9KiMgtwC0AeXl5zYWjaa12+6I5LC7a3mC7X5lUeJx8uS+f8dkFAIgo3H47NT4bHr9JjT+eEekTOzhiTQuPZhO+UipkwRERGQrkA7Wt+1xgpYiMJdCi715n91xgTyPHnwXMgkCXTmuC17Tm7KsqZ0nxrkYLXXssOwVlmYzPLsBnGWwuOYlqnwOX6cEUxdjMpzFauKaupkW74/4kK6XWKaUylFI9lVI9CST5kUqpYmAOcJ0EnAKUNdd/r2nhcKC6CrvR+PKGNsNHirMCt99kV3kqL2w8HYfh5ZzumxiX9Tf6pOhJWdqJI1wzbecSGKFTQGBY5o1heh1NO8rj97PyQBEGwsiMHGyGQe+uqfibGJjgs0y2HenGn1ZOYl91MgaKKflV/HzsPaS6hnVg9JoWfu2W8IOt/NrbCpjRXsfWtOZ8WrSDGYvexgomd5th8NTZlzIwNYNr+w/nhQ1f4VH1x+ELcGW/Ydwy+Ga6d0nmcE0Vyc44nKauOKKdmPQnW4t5B6oruWXhm1T76tc9uvL9VxECif3bU67sYmCKsPrAXuymjR1HSsiIS9TJXjuh6U+3FtOUUjy5Ziluvz/044QeHuZVFl4Fm0oOcsYbTxFns+O3LKbkD+D34y/QiV87IelPtRazSt3VXDH3X2wpPdTmY1X7vAC8u30T1X4vT06cpuscaSccnfC1mHX3J3PbJdnX5bH8vL/jG0a9+lf+ecF09lVX8PsvF7H9yGGy4pO4a8TpXNpHj9zRYpNO+FpU2l1eys8++4Cv9hdiiHBWTi/uHnkG7+zYxI4jJYzKyGFB4dawvf5hdw1T5ryA3bTh9geuDeyuKOOBL+ZR7ffxvf7Ruci9pjVF18PXos6+qnImvPH00URbl0HgAmyczdbgIm1HSXPFs2L6DNyWjy8PFeBTFmPSepNoc0UkHk3rkFo6mhYOf1uzNGSyh2OjbSKV7AHK3DW8vm0FDy6fT43HQESRmODhkXFTmZw7ImJxaVpz9JxxLep8tmdHpENokstm455PFlJVY2JZBn6/SdkRF3d98Q5bjxRHOjxNa5RO+FrUyUtKjnQITXIHR/TUrxEoVFc6ufurVyIRkqa1iE74WtS5Z+QZx7mQZMfwKkWogrAiih111tPVtGijE74WdQZ3y+LR8ZMxJbY+nkoJtgbLKGpa9Iitb5TWaXy331C2XHcXL51/BelxCZEOpwUUDqePwanZkQ5E0xqlE74WdWp8Xj7Y+Q3/3baRASnpfH7FrVzUM1rXBQ4Ub3C6vKSm1PDI8KsiHZCmNUoPy9Siyop9hdw4/z8oFEopfMrigry+fLF3V6RDa1R+lo8L8oZwW78LSLTHRTocTWuUTvha1Ji7YxO3LXrnaInjWnO2b4pQRN/W8GKt3bDx9Kk30yc5LTIhaVor6ISvRYXZ36zl50vmNUj20UMRmPZlUJv0XYbJDYNH62SvxQyd8LWIs5TikRWL8VjRPcKlW3olJg7GJg0j2RHPJb0HMyojJ9JhaVqL6YSvRVyJu5pyrzvSYTQgBGbVeiw/+RkG47OH8f3eZ9EjMT3SoWnacdEJX4u4TYf2443C1n2czc7fJ07l1JPycNnskQ5H09pMD8vUIuq59Su4dt7rHfqadw0fj9M0MUUandFrijCpRz/O6t5bJ3vthKFb+FrEfFlcyO9XLMIKuQhh+Dy1/kuuGzCS8/L6oACHYXDNvNfx+v14LD9xpo1Eh5N7R0/o0Lg0LdzanPBF5HbgNsAHvKeUuie4/X7gJsAP3KGU+rCtr6WdOFbu38PVH/47Il05lV4PL29axf7qCh4/82IAPr7sZl7dvIYtZYcYlZHD5X2GkORwdnhsmhZObUr4InIWMA0YppRyi0hGcPsgYDowGMgGFohIP6VU6JWmtU7jq8+/4ecv/pdNoxXKBIzIlEmr8fv4YOc37K+qICM+kYz4RO4cMT4isWhaR2lrH/6PgEeUUm4ApdT+4PZpwGtKKbdSajtQAIxt42tpMW7t8m08dMc/2TzCQtklYsm+lsOwseNISURj0LSO1NaE3w84Q0SWichiERkT3J4D7K6zX2Fwm9aJvfj4PMoTLZDoKH7ssXzkd02NdBia1mGa7dIRkQVAVoiHZgafnwKcAowBZotIL0IVCyf0lTkRuQW4BSAvL69lUWsxaffW/RhKoaJgbJjLtHFRfv8YqcSpae2j2YSvlDq3scdE5EfAmyqwEvpyEbGAbgRa9N3r7JoL7Gnk+LOAWRBYxLzloWuxJqdnN8rX7MZ5wE9NpglmnXZBbUmFMLb+01xxlLprSLQ7uW7gCO4crvvstc6lrW2t/wJnA4hIP8ABHATmANNFxCki+UBfYHkbX0uLcdfdcT5Ol53ctypwHvIjHoXhtsBSIIIZxsm28TY7j46fzNYbfsaaq+/gpyPPwGZEwU8NTetAbf3EPwf0EpGvgdeA61XAemA2sAH4AJihR+hoI07rw31/vooeaankv1BO/ltVZBYZDE7L5PennU/2Ui/iaf8feTbDYGxmd87K7dXux9a0WCIqiqoTjh49Wq1YsSLSYWgdwLIsjG+1sC8aNpOdU+Ko7GFH2WmX7p2T4pN4YMxELuzZH1O36LUTlIh8pZQa3dx+eqatFhHfTvYAJ4/phfXfrVRnGpQNdFAy0hmsRtz6xG8ivDPtegalZrRDtJp2YtBNHi1q/PjnU0lIdNKlRMj6uJq+z5dj1ijswcXMnabZ4mO9O+06new17Vt0C1+LGrn56Tw99y7m/nsZW9YX0XtgNudeNprllXspKDtE3+RuxNvt/H3NUnaXlzI4LZNEu4P3d2zGECM4j0v468SLGZiaGenT0bSoo/vwtZhXUlPN4qJtmGIwMbeXroGjdTq6D1/rNFJccVzSe3Ckw9C0qKf78DVN0zoJnfA1TdM6CZ3wNU3TOgmd8DVN0zoJnfA1TdM6iagalikiB4CdkY6jjboRKCAXy/Q5RI8T4Tz0OYRfD6VUenM7RVXCPxGIyIqWjIeNZvocoseJcB76HKKH7tLRNE3rJHTC1zRN6yR0wm9/syIdQDvQ5xA9ToTz0OcQJXQfvqZpWiehW/iapmmdhE747UhE7hYRJSLdgvdFRJ4QkQIRWSsiIyMdY1NE5H9FZFMw1rdEJLnOY/cHz2OziFwQyTibIyKTgnEWiMh9kY6nJUSku4h8LCIbRWS9iNwZ3J4qIvNFZEvw35RIx9ocETFFZJWIvBu8ny8iy4Ln8G8RcUQ6xuaISLKIvBH8PmwUkVNj8b34Np3w24mIdAfOA3bV2TyZwALufYFbgP+LQGitMR8YopQaBnwD3A8gIoOA6cBgYBLwpIi0fDWSDhSM6+8E/u8HAVcF4492PuCnSqmBwCnAjGDc9wEfKaX6Ah8F70e7O4GNde4/CjwWPIcS4KaIRNU6jwMfKKUGACcTOJ9YfC/q0Qm//TwG3APUvSgyDXgpuLD7UiBZRE6KSHQtoJSap5TyBe8uBXKDt6cBryml3Eqp7UABMDYSMbbAWKBAKbVNKeUBXiMQf1RTSu1VSq0M3i4nkGByCMT+YnC3F4FLIhNhy4hILnAR8EzwvgBnA28Ed4mFc+gCTACeBVBKeZRSpcTYexGKTvjtQESmAkVKqTXfeigH2F3nfmFwWyz4PvB+8HYsnUcsxRqSiPQERgDLgEyl1F4I/FEAon3dxr8QaPhYwftpQGmdhkQsvB+9gAPA88GuqWdEJIHYey8a0AugtJCILACyQjw0E3gAOD/U00Jsi+iwqKbOQyn1dnCfmQS6GF6pfVqI/aN1eFcsxdqAiCQC/wF+opQ6IsexgHukiMgUYL9S6isRmVi7OcSu0f5+2ICRwO1KqWUi8jgx2H0Tik74LaSUOjfUdhEZCuQDa4JfzlxgpYiMJdCa6V5n91xgT5hDbVJj51FLRK4HpgDnqGNjdqPuPJoQS7HWIyJ2Asn+FaXUm8HN+0TkJKXU3mB34P7IRdis8cBUEbkQcAFdCLT4k0XEFmzlx8L7UQgUKqWWBe+/QSDhx9J7EZLu0mkjpdQ6pVSGUqqnUqongQ/LSKVUMTAHuC44WucUoKz2J2E0EpFJwL3Af9DJZAAAASVJREFUVKVUVZ2H5gDTRcQpIvkELkIvj0SMLfAl0Dc4MsRB4GLznAjH1KxgX/ezwEal1J/rPDQHuD54+3rg7Y6OraWUUvcrpXKD34PpwEKl1NXAx8Dlwd2i+hwAgt/d3SLSP7jpHGADMfReNEa38MNrLnAhgYucVcCNkQ2nWX8DnMD84K+VpUqpW5VS60VkNoEPvQ+YoZTyRzDORimlfCJyG/AhYALPKaXWRzislhgPXAusE5HVwW0PAI8As0XkJgIjwK6IUHxtcS/wmoj8FlhF8GJolLsdeCXYaNhG4LtrEOPvhZ5pq2ma1knoLh1N07ROQid8TdO0TkInfE3TtE5CJ3xN07ROQid8TdO0TkInfE3TtE5CJ3xN07ROQid8TdO0TuL/AQNY9cIU+BM5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e5453c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=digits model=kmeans++ takeTime=23.32641\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114de86d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=digits model=sklearnKmeans takeTime=0.2163\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114d59cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for dataName, value in allData.items():\n",
    "    n_clusters = 3\n",
    "    init = \"k-means++\"\n",
    "    if dataName == \"digits\":\n",
    "        n_clusters = 10\n",
    "    #降维\n",
    "    tsne = TSNE(n_components=2, init='pca', random_state=0)\n",
    "    X_tsne = tsne.fit_transform(value)\n",
    "    for modelName, model in models.items():\n",
    "        startTime = time.time()\n",
    "        init = \"k-means++\"\n",
    "        if modelName == \"KmeansBase\":\n",
    "            init = \"random\"\n",
    "        labels = model(n_clusters = n_clusters, init = init).fit_predict(value)\n",
    "        takeTime = time.time() - startTime\n",
    "        print(\"dataset=%s model=%s takeTime=%s\"%(dataName, modelName, round(takeTime, 5)))\n",
    "        plt.scatter(X_tsne[:, 0],X_tsne[:, 1], c=labels)\n",
    "        plt.show()\n",
    "    print(\"-\" * 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
